This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.
**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

**Figure 13.**- *Other* rockfish (non-pelagic and non-yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 13.- Other rockfish (non-pelagic and non-yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 14.**- *Other* rockfish (non-pelagic and non-yelloweye) releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 14.- Other rockfish (non-pelagic and non-yelloweye) releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



Total Biomass Removal Estimates

**Figure 15.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 16.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 17.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 18.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 18.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 19.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 19.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 20.**- Residuals from logbook harvests.

Figure 20.- Residuals from logbook harvests.


SWHS residuals

**Figure 21.**- Residuals from SWHS harvests.

Figure 21.- Residuals from SWHS harvests.



**Figure 22.**- Residual of SWHS releases.

Figure 22.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 23.**- Mean percent of harvest by charter anglers.

Figure 23.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 24.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 24.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 25.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 25.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 26.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 26.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 27.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 27.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


**Figure 28.**- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 28.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.


**Figure 29.**- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 29.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 30.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 30.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 31.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 31.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 32.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 32.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 33.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 33.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 35.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 36.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 36.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

## NULL



Weight Fits

**Figure 37.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 41.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 41.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.3929712

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.25 while 0.75 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_pelagic

11

10

1

0.457

0.454

0.224

0.698

1.010

0.124

0.024

CSEO

p_dsr

11

46

2

0.136

0.129

0.061

0.239

1.023

0.046

0.151

CSEO

p_dsr

11

48

2

0.321

0.320

0.218

0.437

1.020

0.055

0.018

CSEO

p_dsr

12

13

2

0.873

0.897

0.620

0.979

1.014

0.094

-0.257

EWYKT

p_slope

12

46

1

0.773

0.781

0.596

0.903

1.012

0.080

-0.100

EWYKT

p_pelagic

13

1

1

0.267

0.248

0.068

0.573

1.077

0.134

0.142

NSEI

p_pelagic

13

1

2

0.112

0.093

0.021

0.300

1.077

0.075

0.255

NSEI

p_yellow

13

1

1

0.401

0.366

0.129

0.938

1.013

0.198

0.177

NSEI

p_yellow

13

1

2

0.402

0.366

0.130

0.932

1.013

0.195

0.184

NSEI

p_pelagic

13

10

1

0.294

0.279

0.089

0.599

1.050

0.133

0.113

NSEI

p_pelagic

13

10

2

0.119

0.103

0.028

0.292

1.038

0.070

0.229

NSEI

p_yellow

13

10

1

0.399

0.360

0.130

0.950

1.014

0.197

0.198

NSEI

p_yellow

13

10

2

0.408

0.368

0.125

0.939

1.012

0.200

0.200

NSEI

p_pelagic

13

11

1

0.299

0.280

0.095

0.591

1.041

0.131

0.145

NSEI

p_pelagic

13

11

2

0.123

0.107

0.031

0.308

1.043

0.073

0.220

NSEI

p_yellow

13

11

1

0.402

0.366

0.129

0.937

1.015

0.194

0.186

NSEI

p_yellow

13

11

2

0.406

0.371

0.127

0.928

1.014

0.197

0.178

NSEI

p_pelagic

13

12

1

0.300

0.284

0.094

0.595

1.047

0.130

0.123

NSEI

p_pelagic

13

12

2

0.126

0.109

0.032

0.306

1.044

0.074

0.231

NSEI

p_yellow

13

12

1

0.400

0.359

0.127

0.936

1.013

0.196

0.209

NSEI

p_yellow

13

12

2

0.407

0.370

0.132

0.937

1.012

0.196

0.189

NSEI

p_pelagic

13

13

1

0.307

0.292

0.107

0.593

1.031

0.128

0.117

NSEI

p_pelagic

13

13

2

0.129

0.115

0.034

0.303

1.046

0.071

0.197

NSEI

p_yellow

13

13

1

0.397

0.357

0.129

0.944

1.012

0.197

0.203

NSEI

p_yellow

13

13

2

0.402

0.364

0.130

0.929

1.011

0.198

0.192

NSEI

p_pelagic

13

14

1

0.300

0.285

0.110

0.560

1.035

0.120

0.125

NSEI

p_pelagic

13

14

2

0.128

0.113

0.037

0.295

1.032

0.069

0.218

NSEI

p_yellow

13

14

1

0.397

0.360

0.130

0.932

1.012

0.196

0.189

NSEI

p_yellow

13

14

2

0.403

0.368

0.131

0.936

1.013

0.196

0.178

NSEI

p_pelagic

13

15

1

0.280

0.264

0.100

0.538

1.027

0.118

0.135

NSEI

p_pelagic

13

15

2

0.124

0.111

0.037

0.286

1.033

0.066

0.198

NSEI

p_yellow

13

15

1

0.393

0.348

0.129

0.928

1.012

0.198

0.228

NSEI

p_yellow

13

15

2

0.402

0.364

0.124

0.924

1.013

0.196

0.193

NSEI

p_pelagic

13

16

1

0.315

0.304

0.116

0.572

1.020

0.118

0.093

NSEI

p_pelagic

13

16

2

0.136

0.121

0.042

0.309

1.023

0.070

0.215

NSEI

p_yellow

13

16

1

0.399

0.362

0.127

0.928

1.012

0.196

0.189

NSEI

p_yellow

13

16

2

0.402

0.361

0.125

0.935

1.014

0.195

0.210

NSEI

p_pelagic

13

17

1

0.326

0.315

0.124

0.589

1.015

0.121

0.091

NSEI

p_pelagic

13

17

2

0.143

0.130

0.045

0.324

1.019

0.073

0.179

NSEI

p_yellow

13

17

1

0.398

0.359

0.123

0.937

1.013

0.198

0.197

NSEI

p_yellow

13

17

2

0.403

0.361

0.129

0.937

1.012

0.196

0.214

NSEI

p_pelagic

13

18

1

0.338

0.324

0.144

0.602

1.015

0.118

0.119

NSEI

p_pelagic

13

18

2

0.147

0.134

0.048

0.315

1.014

0.071

0.184

NSEI

p_yellow

13

18

1

0.401

0.361

0.129

0.941

1.015

0.197

0.203

NSEI

p_yellow

13

18

2

0.402

0.367

0.139

0.941

1.016

0.194

0.180

NSEI

p_pelagic

13

19

2

0.155

0.142

0.048

0.333

1.013

0.073

0.177

NSEI

p_yellow

13

19

1

0.399

0.356

0.131

0.933

1.016

0.195

0.220

NSEI

p_yellow

13

19

2

0.402

0.362

0.127

0.937

1.013

0.197

0.203

NSEI

p_pelagic

13

2

1

0.272

0.248

0.069

0.581

1.075

0.137

0.175

NSEI

p_pelagic

13

2

2

0.111

0.094

0.023

0.295

1.059

0.072

0.236

NSEI

p_yellow

13

2

1

0.398

0.359

0.125

0.934

1.015

0.197

0.198

NSEI

p_yellow

13

2

2

0.404

0.365

0.125

0.937

1.012

0.197

0.198

NSEI

p_pelagic

13

20

1

0.355

0.344

0.153

0.615

1.011

0.120

0.092

NSEI

p_yellow

13

20

1

0.396

0.355

0.130

0.934

1.011

0.197

0.208

NSEI

p_yellow

13

20

2

0.405

0.369

0.129

0.938

1.016

0.195

0.184

NSEI

p_yellow

13

21

1

0.398

0.355

0.130

0.931

1.011

0.197

0.218

NSEI

p_yellow

13

21

2

0.403

0.370

0.133

0.942

1.016

0.198

0.167

NSEI

p_yellow

13

22

1

0.400

0.360

0.127

0.931

1.012

0.196

0.204

NSEI

p_yellow

13

22

2

0.399

0.356

0.135

0.936

1.014

0.196

0.219

NSEI

p_yellow

13

23

1

0.360

0.314

0.099

0.931

1.014

0.198

0.233

NSEI

p_yellow

13

23

2

0.450

0.421

0.149

0.941

1.013

0.195

0.149

NSEI

p_yellow

13

24

1

0.361

0.320

0.100

0.919

1.015

0.197

0.208

NSEI

p_yellow

13

24

2

0.456

0.428

0.156

0.949

1.013

0.196

0.143

NSEI

p_yellow

13

25

1

0.365

0.325

0.103

0.914

1.015

0.197

0.203

NSEI

p_yellow

13

25

2

0.445

0.413

0.150

0.941

1.012

0.197

0.163

NSEI

p_yellow

13

26

1

0.356

0.315

0.101

0.911

1.016

0.195

0.210

NSEI

p_yellow

13

26

2

0.449

0.422

0.152

0.936

1.012

0.193

0.140

NSEI

p_yellow

13

27

1

0.348

0.307

0.098

0.893

1.017

0.191

0.215

NSEI

p_yellow

13

27

2

0.443

0.415

0.151

0.944

1.016

0.193

0.145

NSEI

p_yellow

13

28

1

0.356

0.321

0.099

0.893

1.018

0.189

0.185

NSEI

p_yellow

13

29

1

0.339

0.304

0.099

0.796

1.015

0.175

0.200

NSEI

p_pelagic

13

3

1

0.270

0.245

0.072

0.582

1.055

0.135

0.185

NSEI

p_pelagic

13

3

2

0.111

0.094

0.022

0.303

1.067

0.073

0.234

NSEI

p_yellow

13

3

1

0.401

0.364

0.117

0.933

1.011

0.197

0.188

NSEI

p_yellow

13

3

2

0.401

0.364

0.131

0.939

1.013

0.195

0.190

NSEI

p_pelagic

13

4

1

0.273

0.251

0.074

0.577

1.071

0.133

0.165

NSEI

p_pelagic

13

4

2

0.111

0.092

0.025

0.302

1.063

0.073

0.260

NSEI

p_yellow

13

4

1

0.403

0.365

0.133

0.934

1.017

0.196

0.194

NSEI

p_yellow

13

4

2

0.404

0.360

0.131

0.942

1.015

0.198

0.222

NSEI

p_pelagic

13

5

1

0.277

0.254

0.074

0.595

1.060

0.135

0.170

NSEI

p_pelagic

13

5

2

0.113

0.095

0.024

0.295

1.062

0.072

0.249

NSEI

p_yellow

13

5

1

0.396

0.351

0.124

0.937

1.010

0.198

0.227

NSEI

p_yellow

13

5

2

0.408

0.370

0.132

0.945

1.013

0.195

0.195

NSEI

p_pelagic

13

6

1

0.279

0.260

0.078

0.586

1.044

0.135

0.141

NSEI

p_pelagic

13

6

2

0.115

0.098

0.024

0.304

1.072

0.075

0.228

NSEI

p_yellow

13

6

1

0.400

0.358

0.127

0.937

1.015

0.197

0.213

NSEI

p_yellow

13

6

2

0.399

0.363

0.122

0.929

1.012

0.195

0.185

NSEI

p_pelagic

13

7

1

0.282

0.259

0.078

0.596

1.063

0.136

0.169

NSEI

p_pelagic

13

7

2

0.116

0.097

0.026

0.300

1.063

0.073

0.259

NSEI

p_yellow

13

7

1

0.399

0.361

0.130

0.928

1.011

0.195

0.195

NSEI

p_yellow

13

7

2

0.403

0.363

0.136

0.943

1.012

0.198

0.202

NSEI

p_pelagic

13

8

1

0.283

0.265

0.079

0.576

1.050

0.133

0.135

NSEI

p_pelagic

13

8

2

0.118

0.102

0.028

0.306

1.054

0.073

0.221

NSEI

p_yellow

13

8

1

0.402

0.365

0.135

0.934

1.014

0.194

0.190

NSEI

p_yellow

13

8

2

0.405

0.368

0.130

0.931

1.015

0.198

0.187

NSEI

p_pelagic

13

9

1

0.288

0.274

0.085

0.573

1.065

0.129

0.108

NSEI

p_pelagic

13

9

2

0.120

0.103

0.027

0.310

1.056

0.073

0.232

NSEI

p_yellow

13

9

1

0.399

0.358

0.123

0.945

1.015

0.195

0.210

NSEI

p_yellow

13

9

2

0.406

0.367

0.134

0.940

1.015

0.195

0.200

NSEI

p_yellow

14

10

2

0.596

0.591

0.281

0.959

1.010

0.169

0.030

NSEO

p_yellow

14

11

1

0.554

0.542

0.260

0.947

1.010

0.170

0.071

NSEO

p_yellow

14

12

1

0.552

0.547

0.250

0.948

1.011

0.172

0.029

NSEO

p_yellow

14

13

2

0.595

0.588

0.287

0.956

1.012

0.168

0.042

NSEO

p_yellow

14

14

1

0.549

0.539

0.248

0.953

1.011

0.170

0.059

NSEO

p_yellow

14

18

1

0.546

0.538

0.235

0.944

1.011

0.173

0.046

NSEO

p_yellow

14

20

1

0.549

0.538

0.250

0.951

1.012

0.173

0.064

NSEO

p_yellow

14

20

2

0.595

0.594

0.287

0.962

1.015

0.166

0.006

NSEO

p_yellow

14

23

1

0.579

0.571

0.279

0.951

1.014

0.165

0.049

NSEO

p_yellow

14

25

1

0.562

0.553

0.263

0.934

1.011

0.168

0.054

NSEO

p_yellow

14

26

1

0.556

0.548

0.246

0.944

1.015

0.174

0.046

NSEO

p_slope

14

26

1

0.129

0.109

0.025

0.347

1.012

0.084

0.237

NSEO

p_yellow

14

27

1

0.574

0.566

0.268

0.945

1.012

0.169

0.047

NSEO

p_slope

14

28

1

0.078

0.062

0.012

0.239

1.010

0.060

0.268

NSEO

p_slope

14

29

1

0.135

0.115

0.027

0.359

1.026

0.086

0.232

NSEO

p_yellow

14

3

1

0.554

0.545

0.262

0.952

1.012

0.169

0.053

NSEO

p_slope

14

36

1

0.095

0.095

0.077

0.114

1.025

0.010

0.000

NSEO

p_slope

14

40

1

0.063

0.063

0.049

0.079

1.019

0.008

0.000

NSEO

p_slope

14

41

1

0.079

0.079

0.060

0.100

1.015

0.010

0.000

NSEO

p_dsr

14

42

1

0.442

0.442

0.409

0.475

1.017

0.017

0.000

NSEO

p_dsr

14

43

1

0.424

0.423

0.389

0.460

1.174

0.018

0.054

NSEO

p_slope

14

43

1

0.103

0.103

0.082

0.132

1.450

0.014

0.000

NSEO

p_dsr

14

44

1

0.100

0.074

0.012

0.332

1.031

0.086

0.304

NSEO

p_pelagic

14

45

1

0.940

0.939

0.932

0.953

1.070

0.005

0.185

NSEO

p_dsr

14

45

1

0.113

0.076

0.010

0.411

1.111

0.108

0.342

NSEO

p_yellow

14

6

1

0.550

0.539

0.254

0.946

1.016

0.171

0.064

NSEO

p_yellow

14

8

1

0.553

0.546

0.255

0.948

1.011

0.169

0.041

NSEO

p_black

14

8

1

0.919

0.945

0.697

0.992

1.012

0.081

-0.323

NSEO

p_yellow

14

9

1

0.553

0.546

0.249

0.950

1.012

0.172

0.041

NSEO

p_slope

15

15

1

0.183

0.150

0.030

0.498

1.020

0.125

0.264

SSEI

p_dsr

15

23

1

0.597

0.610

0.251

0.873

1.081

0.167

-0.078

SSEI

p_slope

15

23

1

0.264

0.237

0.044

0.632

1.134

0.156

0.173

SSEI

p_dsr

15

24

1

0.593

0.608

0.246

0.873

1.078

0.166

-0.090

SSEI

p_slope

15

24

1

0.259

0.230

0.041

0.616

1.118

0.153

0.189

SSEI

p_dsr

15

25

1

0.593

0.605

0.249

0.874

1.073

0.166

-0.072

SSEI

p_slope

15

25

1

0.266

0.241

0.044

0.643

1.135

0.157

0.159

SSEI

p_dsr

15

26

1

0.603

0.615

0.255

0.883

1.088

0.162

-0.074

SSEI

p_slope

15

26

1

0.264

0.237

0.043

0.614

1.172

0.157

0.172

SSEI

p_dsr

15

27

1

0.595

0.603

0.256

0.873

1.062

0.162

-0.049

SSEI

p_slope

15

27

1

0.258

0.235

0.044

0.615

1.095

0.153

0.150

SSEI

p_dsr

15

28

1

0.570

0.578

0.234

0.868

1.027

0.171

-0.047

SSEI

p_slope

15

28

1

0.245

0.217

0.040

0.592

1.022

0.145

0.193

SSEI

p_dsr

15

29

1

0.583

0.594

0.235

0.874

1.042

0.170

-0.065

SSEI

p_slope

15

29

1

0.257

0.233

0.045

0.605

1.034

0.153

0.157

SSEI

p_dsr

15

30

1

0.450

0.452

0.412

0.483

2.034

0.019

-0.104

SSEI

p_slope

15

30

1

0.192

0.190

0.161

0.229

2.180

0.019

0.108

SSEI

p_dsr

15

31

1

0.460

0.460

0.435

0.484

1.040

0.013

0.000

SSEI

p_slope

15

31

1

0.212

0.212

0.188

0.236

1.071

0.012

0.000

SSEI

p_dsr

15

32

1

0.533

0.533

0.505

0.559

1.117

0.014

0.000

SSEI

p_slope

15

32

1

0.121

0.121

0.098

0.144

1.267

0.012

0.000

SSEI

p_dsr

15

33

1

0.522

0.522

0.496

0.547

1.091

0.013

0.000

SSEI

p_slope

15

33

1

0.118

0.118

0.097

0.141

1.229

0.011

0.000

SSEI

p_dsr

15

34

1

0.521

0.520

0.493

0.549

1.085

0.014

0.071

SSEI

p_slope

15

34

1

0.182

0.182

0.158

0.206

1.098

0.013

0.000

SSEI

p_dsr

15

35

1

0.520

0.520

0.494

0.547

1.033

0.013

0.000

SSEI

p_slope

15

35

1

0.182

0.182

0.159

0.204

1.073

0.012

0.000

SSEI

p_dsr

15

36

1

0.592

0.592

0.566

0.618

1.034

0.013

0.000

SSEI

p_slope

15

36

1

0.145

0.145

0.123

0.167

1.035

0.011

0.000

SSEI

p_dsr

15

37

1

0.569

0.569

0.542

0.595

1.115

0.014

0.000

SSEI

p_slope

15

37

1

0.189

0.189

0.163

0.214

1.170

0.013

0.000

SSEI

p_dsr

15

38

1

0.546

0.547

0.527

0.566

1.100

0.010

-0.098

SSEI

p_slope

15

38

1

0.227

0.227

0.209

0.246

1.148

0.010

0.000

SSEI

p_dsr

15

39

1

0.552

0.552

0.537

0.566

1.081

0.008

0.000

SSEI

p_slope

15

39

1

0.197

0.197

0.184

0.211

1.095

0.007

0.000

SSEI

p_dsr

15

40

1

0.555

0.555

0.538

0.571

1.043

0.008

0.000

SSEI

p_slope

15

40

1

0.191

0.191

0.177

0.206

1.079

0.007

0.000

SSEI

p_dsr

15

41

1

0.597

0.597

0.576

0.617

1.103

0.010

0.000

SSEI

p_slope

15

41

1

0.149

0.148

0.131

0.168

1.525

0.010

0.105

SSEI

p_slope

15

42

1

0.156

0.156

0.130

0.182

1.030

0.014

0.000

SSEI

p_dsr

15

43

1

0.612

0.612

0.573

0.649

1.381

0.020

0.000

SSEI

p_slope

15

43

1

0.197

0.196

0.160

0.236

1.569

0.020

0.050

SSEI

p_pelagic

15

44

2

0.915

0.915

0.897

0.932

1.024

0.009

0.000

SSEI

p_dsr

15

44

1

0.265

0.252

0.146

0.424

2.386

0.076

0.170

SSEI

p_slope

15

44

1

0.545

0.548

0.406

0.672

1.501

0.069

-0.044

SSEI

p_dsr

15

45

1

0.185

0.182

0.118

0.265

1.402

0.038

0.079

SSEI

p_dsr

15

45

2

0.168

0.166

0.109

0.237

1.042

0.033

0.061

SSEI

p_slope

15

45

2

0.775

0.777

0.700

0.842

1.029

0.037

-0.054

SSEI

p_pelagic

15

46

1

0.871

0.871

0.865

0.876

1.037

0.003

0.000

SSEI

p_dsr

15

46

1

0.069

0.068

0.050

0.096

1.663

0.012

0.085

SSEI

p_dsr

15

46

2

0.425

0.425

0.364

0.484

1.011

0.031

0.000

SSEI

p_slope

15

46

2

0.519

0.518

0.454

0.582

1.015

0.032

0.031

SSEI

p_pelagic

15

47

1

0.896

0.896

0.891

0.901

1.037

0.003

0.000

SSEI

p_dsr

15

47

1

0.085

0.084

0.063

0.111

1.137

0.013

0.080

SSEI

p_pelagic

15

48

1

0.875

0.875

0.869

0.882

1.932

0.003

0.000

SSEI

p_dsr

15

48

1

0.065

0.061

0.040

0.103

2.697

0.017

0.231

SSEI

p_slope

15

48

1

0.872

0.873

0.836

0.904

1.188

0.017

-0.059

SSEI

p_slope

16

24

1

0.087

0.073

0.023

0.245

1.012

0.058

0.241

SSEO

p_dsr

16

44

1

0.065

0.060

0.020

0.134

1.012

0.030

0.167

SSEO

p_dsr

16

47

2

0.204

0.195

0.077

0.380

1.037

0.078

0.115

SSEO

p_dsr

16

48

2

0.232

0.227

0.122

0.373

1.022

0.065

0.077

SSEO

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

beta2_pH

10

3

0.292

0.226

0.100

0.787

1.203

0.334

0.197

northeast

beta2_pH

11

4

-5.123

-3.522

-17.088

-0.636

1.297

4.473

-0.358

CSEO

beta0_pH

12

4

2.640

2.626

-1.110

6.365

1.453

1.857

0.008

EWYKT

beta1_pH

12

4

3.353

3.260

0.219

7.031

1.123

1.689

0.055

EWYKT

beta2_pH

12

4

-5.459

-4.021

-16.840

-0.796

1.229

4.401

-0.327

EWYKT

beta3_pH

12

4

41.601

41.993

38.046

43.369

1.211

1.323

-0.296

EWYKT

beta4_pH

12

4

0.583

0.571

0.464

0.760

1.845

0.075

0.159

EWYKT

beta5_pH

12

4

-1.787

-1.818

-2.121

-1.268

1.376

0.243

0.128

EWYKT

beta5_pH

12

5

-0.181

-0.239

-1.501

1.551

1.236

0.800

0.073

EWYKT

beta1_pH

13

4

3.249

3.027

1.235

6.617

1.118

1.286

0.173

NSEI

beta2_pH

13

4

-4.738

-2.864

-17.119

-0.570

1.312

4.573

-0.410

NSEI

beta4_pH

13

4

1.108

1.107

1.042

1.179

1.979

0.037

0.027

NSEI

beta5_pH

13

4

8.490

8.571

7.766

9.016

2.767

0.344

-0.235

NSEI

beta0_pelagic

13

-1.252

-1.232

-2.524

-0.146

1.158

0.642

-0.031

NSEI

beta1_pelagic

13

3.221

3.147

1.576

4.863

1.126

0.911

0.081

NSEI

beta0_pH

14

4

4.150

0.883

-1.037

13.308

10.140

5.360

0.610

NSEO

beta0_pH

14

5

0.348

0.451

-0.259

1.028

3.559

0.418

-0.246

NSEO

beta1_pH

14

4

3.933

3.307

1.793

9.164

1.877

1.947

0.322

NSEO

beta2_pH

14

4

-5.032

-3.469

-17.003

-0.726

1.310

4.378

-0.357

NSEO

beta3_pH

14

4

40.050

40.092

37.952

41.862

1.363

1.019

-0.041

NSEO

beta5_pH

14

4

-0.390

-2.894

-3.858

6.754

9.669

3.961

0.632

NSEO

beta5_pH

14

5

0.506

0.685

-0.396

1.558

4.006

0.645

-0.277

NSEO

beta5_dsr

14

-3.305

-3.303

-4.140

-2.488

1.143

0.427

-0.005

NSEO

beta0_pH

15

4

3.031

0.370

-1.867

10.913

9.603

4.972

0.535

SSEI

beta0_pH

15

5

1.603

1.937

0.270

3.216

4.615

0.997

-0.335

SSEI

beta1_pH

15

4

3.586

3.009

0.201

8.078

3.467

2.268

0.254

SSEI

beta2_pH

15

4

-5.402

-4.011

-16.761

-0.791

1.369

4.391

-0.317

SSEI

beta3_pH

15

4

40.926

42.076

37.245

43.902

3.810

2.512

-0.458

SSEI

beta4_pH

15

3

0.838

0.791

0.437

1.547

1.103

0.277

0.170

SSEI

beta4_pH

15

4

0.891

0.630

0.585

1.475

33.105

0.387

0.674

SSEI

beta4_pH

15

5

1.225

0.969

0.810

2.480

3.308

0.492

0.520

SSEI

beta5_pH

15

4

0.346

-2.720

-3.060

6.805

65.704

4.472

0.686

SSEI

beta5_pH

15

5

0.180

0.286

-0.661

1.263

3.096

0.535

-0.198

SSEI

beta0_dsr

15

0.184

0.187

0.141

0.220

2.363

0.021

-0.140

SSEI

beta4_dsr

15

0.238

0.237

0.187

0.292

1.660

0.027

0.037

SSEI

beta5_dsr

15

-2.053

-2.107

-2.324

-1.712

3.591

0.181

0.298

SSEI

beta0_slope

15

-1.567

-1.575

-1.630

-1.490

2.965

0.040

0.202

SSEI

beta4_slope

15

-0.385

-0.383

-0.475

-0.304

1.840

0.045

-0.045

SSEI

beta5_slope

15

1.382

1.385

1.212

1.543

1.438

0.086

-0.035

SSEI

beta0_pH

16

4

2.368

2.052

-1.010

6.876

1.762

1.975

0.160

SSEO

beta0_pH

16

5

-0.816

-0.818

-0.956

-0.663

1.267

0.075

0.027

SSEO

beta1_pH

16

4

3.440

3.426

0.266

6.563

1.193

1.542

0.009

SSEO

beta2_pH

16

4

-5.467

-3.941

-16.892

-1.102

1.278

4.300

-0.355

SSEO

beta3_pH

16

4

41.473

41.620

38.439

43.162

1.264

1.039

-0.142

SSEO

beta4_pH

16

4

0.719

0.706

0.602

0.885

1.831

0.075

0.173

SSEO

beta5_pH

16

4

-1.062

-1.418

-2.679

2.425

1.684

1.294

0.275

SSEO

mu_beta0_pH

3

4

1.010

0.497

-4.706

8.966

1.665

3.897

0.132

PWSI

tau_beta0_pH

3

5

0.379

0.304

0.047

1.141

1.106

0.294

0.255

PWSI

tau_beta1_pH

3

4

10.990

2.313

0.011

76.346

1.107

19.401

0.447

PWSI

mu_beta2_pH

3

4

-4.542

-3.030

-15.897

-0.228

1.350

4.258

-0.355

PWSI

mu_beta5_pH

3

4

0.359

0.141

-3.728

5.010

1.810

2.286

0.095

PWSI

mu_beta5_pH

3

5

0.151

0.151

-0.795

1.221

1.340

0.519

0.000

PWSI

beta4_pH

5

1

0.432

0.387

0.083

0.960

1.175

0.476

0.095

BSAI

logbc_R

15

28

1.106

1.131

0.395

1.696

1.179

0.337

-0.074

SSEI

logbc_R

15

30

0.714

0.683

0.215

1.245

2.288

0.282

0.110

SSEI

logbc_R

15

31

0.781

0.737

0.237

1.405

2.488

0.326

0.135

SSEI

logbc_R

15

32

1.132

1.118

0.695

1.618

1.649

0.238

0.059

SSEI

logbc_R

15

33

1.405

1.395

0.865

1.974

1.662

0.287

0.035

SSEI

logbc_R

15

34

1.294

1.277

0.849

1.799

1.877

0.252

0.068

SSEI

logbc_R

15

37

0.924

0.922

0.478

1.399

1.231

0.231

0.009

SSEI

logbc_R

15

38

1.322

1.305

0.909

1.798

1.965

0.236

0.072

SSEI

logbc_R

15

39

1.243

1.219

0.835

1.716

2.183

0.233

0.103

SSEI

logbc_R

15

40

1.106

1.073

0.624

1.676

2.270

0.285

0.116

SSEI

logbc_R

15

41

0.669

0.634

0.239

1.183

2.303

0.256

0.137

SSEI

logbc_R

15

42

0.221

0.203

-0.139

0.617

2.068

0.205

0.088

SSEI

logbc_R

15

43

-0.217

-0.220

-0.636

0.239

1.757

0.230

0.013

SSEI

logbc_R

15

44

0.329

0.334

-0.114

0.730

1.490

0.215

-0.023

SSEI

logbc_R

15

45

0.735

0.731

0.354

1.127

1.374

0.200

0.020

SSEI

mu_bc_R

15

0.797

0.781

0.549

1.091

2.035

0.141

0.113

SSEI

pG

15

39

0.484

0.484

0.407

0.562

1.169

0.039

0.000

SSEI

pG

15

41

0.505

0.504

0.427

0.585

1.129

0.041

0.024

SSEI

pG

15

42

0.557

0.555

0.475

0.642

1.129

0.042

0.047

SSEI

pG

15

43

0.468

0.467

0.385

0.552

1.241

0.043

0.023

SSEI

lambda_H

15

0.018

0.014

0.003

0.057

1.164

0.031

0.131

SSEI

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

456.00

184.00

1,121.00

327.00

Prop. of total

0.71

0.29

0.77

0.23

Prop. median less than 1

0.27

0.30

0.26

0.43

Prop. median less than 10

0.38

0.65

0.46

0.76

Prop. median less than 50

0.46

0.85

0.58

0.83

Median of the median values

163.92

4.50

17.39

1.75

Mean of the median values

1,789.13

79.15

514.67

144.04

Mean skew of posteriors

0.22

0.29

0.24

0.25

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

32.00

11.00

248.00

28.00

Prop. of total

0.74

0.26

0.90

0.10

Prop. median less than 1

0.19

0.91

0.31

0.64

Prop. median less than 10

0.19

1.00

0.47

1.00

Prop. median less than 50

0.19

1.00

0.52

1.00

Median of the median values

4,738.18

0.18

34.18

0.37

Mean of the median values

5,928.73

0.39

1,061.14

1.99

Mean skew of posteriors

0.11

0.20

0.15

0.18

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

beta0_dsr

1

beta0_pelagic

1

beta0_pH

7

beta0_slope

1

beta1_pelagic

1

beta1_pH

5

beta2_pH

7

beta3_pH

4

beta4_dsr

1

beta4_pH

6

beta4_slope

1

beta5_dsr

2

beta5_pH

8

beta5_slope

1

Bp_ay

1

Bp_ayu

4

deviance

1

eps_dsr

4

eps_pH

1,565

eps_sl

5

H_ay

5

H_ayg

2

H_ayu

5

Hb_ay

4

Hb_ayg

1

Hb_ayu

5

Hd_ay

9

Hd_ayg

17

Hd_ayu

6

Ho_ay

8

Ho_ayg

5

Ho_ayu

11

Hp_ay

5

Hp_ayg

1

Hp_ayu

5

Hs_ay

8

Hs_ayg

15

Hs_ayu

6

Hy_ay

7

Hy_ayg

2

Hy_ayu

10

lambda_H

1

logbc_R

15

logRhat_ay

7

logRhat_ayg

9

mean_eps_pH

32

mu_bc_R

1

mu_beta0_pH

1

mu_beta2_pH

1

mu_beta5_pH

2

mu_dsr

167

mu_sl

72

p_dsr

14

p_obs_dsr

84

p_obs_sl

43

p_pelagic

1

p_slope

16

pG

4

pH

842

R_ay

41

R_ayg

20

R_ayu

64

Rb_ay

3

Rb_ayg

1

Rb_ayu

3

Rd_ay

256

Rd_ayg

249

Rd_ayu

248

re_area_dsr

5

re_area_sl

2

re_dsr

13

re_pelagic

1

re_pH

1,530

re_slope

14

Ro_ay

124

Ro_ayg

56

Ro_ayu

158

Rp_ay

4

Rp_ayg

1

Rp_ayu

3

Rs_ay

95

Rs_ayg

93

Rs_ayu

79

Ry_ay

10

Ry_ayg

1

Ry_ayu

31

sd_comp

1

sd_pH

1

sig_a_dsr

1

tau_comp

1

tau_pH

1

yrepdsr

52

yrepsl

30

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.018 0.070 -0.144 -0.022 0.125
mu_bc_H[2] 0.074 0.054 -0.024 0.072 0.185
mu_bc_H[3] -0.269 0.067 -0.396 -0.270 -0.129
mu_bc_H[4] -0.926 0.187 -1.310 -0.921 -0.573
mu_bc_H[5] 1.359 1.181 0.129 1.091 4.266
mu_bc_H[6] -2.400 0.312 -2.986 -2.408 -1.779
mu_bc_H[7] -0.454 0.103 -0.666 -0.450 -0.257
mu_bc_H[8] 0.257 0.345 -0.320 0.225 1.024
mu_bc_H[9] -0.244 0.128 -0.500 -0.247 0.009
mu_bc_H[10] 0.058 0.065 -0.065 0.057 0.190
mu_bc_H[11] -0.123 0.038 -0.197 -0.123 -0.050
mu_bc_H[12] -0.250 0.105 -0.467 -0.247 -0.042
mu_bc_H[13] -0.136 0.074 -0.279 -0.135 0.013
mu_bc_H[14] -0.305 0.089 -0.489 -0.302 -0.135
mu_bc_H[15] -0.334 0.048 -0.429 -0.335 -0.236
mu_bc_H[16] -0.146 0.370 -0.773 -0.174 0.677
mu_bc_R[1] 1.041 0.120 0.809 1.040 1.276
mu_bc_R[2] 1.012 0.076 0.857 1.014 1.154
mu_bc_R[3] 0.225 0.090 0.042 0.224 0.398
mu_bc_R[4] 0.663 0.194 0.259 0.667 1.030
mu_bc_R[5] 1.674 0.372 0.953 1.668 2.402
mu_bc_R[6] -1.450 0.339 -2.118 -1.452 -0.775
mu_bc_R[7] 0.518 0.168 0.181 0.518 0.848
mu_bc_R[8] 0.646 0.147 0.373 0.643 0.944
mu_bc_R[9] 0.375 0.174 0.011 0.385 0.689
mu_bc_R[10] 0.893 0.105 0.681 0.893 1.099
mu_bc_R[11] 1.099 0.077 0.950 1.096 1.248
mu_bc_R[12] 0.890 0.166 0.567 0.889 1.222
mu_bc_R[13] 1.042 0.099 0.842 1.045 1.230
mu_bc_R[14] 0.856 0.119 0.619 0.858 1.075
mu_bc_R[15] 0.797 0.141 0.549 0.781 1.091
mu_bc_R[16] 1.266 0.115 1.039 1.265 1.490
tau_pH[1] 2.457 0.187 2.115 2.452 2.842
tau_pH[2] 1.585 0.148 1.311 1.578 1.896
tau_pH[3] 2.268 0.297 1.744 2.251 2.893
tau_pH[4] 0.597 0.365 0.081 0.759 1.081
tau_pH[5] 1.138 0.168 0.840 1.129 1.492
beta0_pH[1,1] 0.555 0.175 0.184 0.565 0.866
beta0_pH[2,1] 1.432 0.164 1.100 1.437 1.735
beta0_pH[3,1] 1.372 0.246 0.701 1.406 1.754
beta0_pH[4,1] 1.547 0.256 0.949 1.573 1.976
beta0_pH[5,1] -0.816 0.382 -1.713 -0.781 -0.191
beta0_pH[6,1] -0.608 0.480 -1.884 -0.497 0.034
beta0_pH[7,1] 0.752 0.011 0.732 0.752 0.773
beta0_pH[8,1] -0.675 0.410 -1.668 -0.610 -0.071
beta0_pH[9,1] -0.354 0.308 -1.057 -0.324 0.170
beta0_pH[10,1] 0.257 0.205 -0.185 0.266 0.631
beta0_pH[11,1] 0.121 0.313 -0.546 0.133 0.685
beta0_pH[12,1] 0.643 0.194 0.247 0.648 1.005
beta0_pH[13,1] -0.668 0.152 -0.981 -0.662 -0.392
beta0_pH[14,1] 0.018 0.182 -0.325 0.024 0.353
beta0_pH[15,1] 0.066 0.189 -0.349 0.086 0.392
beta0_pH[16,1] -0.888 0.215 -1.362 -0.883 -0.498
beta0_pH[1,2] 2.566 0.084 2.403 2.566 2.731
beta0_pH[2,2] 3.079 0.022 3.036 3.079 3.124
beta0_pH[3,2] 3.626 0.041 3.547 3.625 3.709
beta0_pH[4,2] 2.936 0.019 2.899 2.936 2.973
beta0_pH[5,2] 4.548 1.497 2.711 4.261 8.301
beta0_pH[6,2] 3.327 0.159 3.028 3.321 3.648
beta0_pH[7,2] 2.026 0.049 1.930 2.025 2.126
beta0_pH[8,2] 2.823 0.064 2.704 2.821 2.951
beta0_pH[9,2] 3.957 0.209 3.558 3.947 4.382
beta0_pH[10,2] 4.000 0.129 3.758 3.997 4.275
beta0_pH[11,2] 1.888 0.009 1.871 1.888 1.906
beta0_pH[12,2] 1.801 0.069 1.668 1.801 1.938
beta0_pH[13,2] 2.499 0.026 2.448 2.498 2.551
beta0_pH[14,2] 1.805 0.024 1.759 1.806 1.853
beta0_pH[15,2] 2.550 0.017 2.516 2.550 2.583
beta0_pH[16,2] 2.776 0.025 2.727 2.776 2.825
beta0_pH[1,3] 0.685 0.610 -0.998 0.856 1.373
beta0_pH[2,3] 2.127 0.017 2.093 2.127 2.160
beta0_pH[3,3] 2.689 0.024 2.642 2.689 2.737
beta0_pH[4,3] 2.980 0.034 2.914 2.979 3.047
beta0_pH[5,3] 3.756 2.536 0.915 3.081 10.702
beta0_pH[6,3] 1.252 0.324 0.680 1.230 1.938
beta0_pH[7,3] 0.856 0.049 0.758 0.858 0.955
beta0_pH[8,3] 0.284 0.123 0.020 0.295 0.495
beta0_pH[9,3] -2.898 1.101 -5.273 -2.801 -1.010
beta0_pH[10,3] -0.929 0.883 -3.017 -0.788 0.478
beta0_pH[11,3] 0.093 11.531 -22.757 0.195 23.119
beta0_pH[12,3] 0.322 11.604 -22.327 0.304 22.773
beta0_pH[13,3] 0.333 11.402 -21.122 0.130 23.563
beta0_pH[14,3] 0.066 11.577 -23.123 0.372 22.772
beta0_pH[15,3] 0.045 11.730 -23.066 0.130 23.000
beta0_pH[16,3] -0.006 11.806 -23.713 0.221 23.123
beta0_pH[11,4] 1.434 1.037 -0.852 1.511 3.117
beta0_pH[12,4] 2.640 1.857 -1.110 2.626 6.365
beta0_pH[13,4] 10.925 1.098 7.886 11.149 12.328
beta0_pH[14,4] 4.150 5.360 -1.037 0.883 13.308
beta0_pH[15,4] 3.031 4.972 -1.867 0.370 10.913
beta0_pH[16,4] 2.368 1.975 -1.010 2.052 6.876
beta0_pH[11,5] 1.254 0.103 1.075 1.244 1.479
beta0_pH[12,5] -2.334 0.408 -3.254 -2.293 -1.632
beta0_pH[13,5] 0.585 0.029 0.529 0.586 0.640
beta0_pH[14,5] 0.348 0.418 -0.259 0.451 1.028
beta0_pH[15,5] 1.603 0.997 0.270 1.937 3.216
beta0_pH[16,5] -0.816 0.075 -0.956 -0.818 -0.663
beta1_pH[1,1] 2.574 0.482 1.795 2.512 3.774
beta1_pH[2,1] 1.576 0.311 1.013 1.566 2.244
beta1_pH[3,1] 1.867 0.474 1.172 1.796 3.157
beta1_pH[4,1] 1.964 0.500 1.232 1.877 3.345
beta1_pH[5,1] 2.339 0.483 1.541 2.294 3.444
beta1_pH[6,1] 2.372 0.907 1.143 2.137 4.601
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 2.593 0.900 1.264 2.391 4.674
beta1_pH[9,1] 2.138 0.633 1.234 2.018 3.929
beta1_pH[10,1] 2.180 0.392 1.510 2.140 3.095
beta1_pH[11,1] 3.277 0.531 2.442 3.210 4.555
beta1_pH[12,1] 2.880 0.288 2.328 2.874 3.473
beta1_pH[13,1] 3.465 0.247 3.005 3.456 3.964
beta1_pH[14,1] 2.844 0.334 2.248 2.824 3.528
beta1_pH[15,1] 2.389 0.268 1.893 2.372 2.950
beta1_pH[16,1] 4.059 0.297 3.517 4.047 4.687
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 3.474 1.692 1.173 3.028 7.350
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 4.909 2.375 2.179 4.141 11.451
beta1_pH[9,3] 8.511 2.646 4.122 8.197 14.116
beta1_pH[10,3] 7.241 2.737 3.305 6.725 13.329
beta1_pH[11,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,4] 2.180 1.184 0.167 2.171 4.753
beta1_pH[12,4] 3.353 1.689 0.219 3.260 7.031
beta1_pH[13,4] 3.249 1.286 1.235 3.027 6.617
beta1_pH[14,4] 3.933 1.947 1.793 3.307 9.164
beta1_pH[15,4] 3.586 2.268 0.201 3.009 8.078
beta1_pH[16,4] 3.440 1.542 0.266 3.426 6.563
beta1_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1] 1.203 0.827 0.332 0.914 3.384
beta2_pH[2,1] 1.581 0.946 0.321 1.365 3.427
beta2_pH[3,1] 1.273 0.836 0.179 1.090 2.915
beta2_pH[4,1] 1.073 0.788 0.181 0.800 2.904
beta2_pH[5,1] 1.994 1.665 0.251 1.556 6.676
beta2_pH[6,1] 0.766 1.230 0.099 0.328 4.399
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 0.616 1.063 0.119 0.311 4.069
beta2_pH[9,1] 0.828 1.145 0.152 0.476 4.392
beta2_pH[10,1] 1.147 1.134 0.269 0.787 4.366
beta2_pH[11,1] 0.468 0.279 0.189 0.393 1.153
beta2_pH[12,1] 1.566 0.815 0.608 1.314 3.692
beta2_pH[13,1] 1.001 0.417 0.535 0.903 2.123
beta2_pH[14,1] 1.119 0.649 0.432 0.926 3.120
beta2_pH[15,1] 1.050 0.623 0.376 0.879 2.907
beta2_pH[16,1] 1.043 0.346 0.616 0.978 1.895
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 2.520 4.566 0.109 0.487 17.600
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 2.433 2.061 0.542 1.545 8.229
beta2_pH[9,3] 0.186 0.152 0.079 0.155 0.430
beta2_pH[10,3] 0.292 0.334 0.100 0.226 0.787
beta2_pH[11,3] -8.257 5.899 -22.500 -7.123 -0.393
beta2_pH[12,3] -8.269 5.883 -22.748 -7.168 -0.386
beta2_pH[13,3] -8.294 5.920 -22.881 -7.017 -0.424
beta2_pH[14,3] -8.335 5.989 -22.981 -7.177 -0.340
beta2_pH[15,3] -8.281 5.960 -22.973 -7.021 -0.404
beta2_pH[16,3] -8.202 5.913 -22.217 -6.920 -0.347
beta2_pH[11,4] -5.123 4.473 -17.088 -3.522 -0.636
beta2_pH[12,4] -5.459 4.401 -16.840 -4.021 -0.796
beta2_pH[13,4] -4.738 4.573 -17.119 -2.864 -0.570
beta2_pH[14,4] -5.032 4.378 -17.003 -3.469 -0.726
beta2_pH[15,4] -5.402 4.391 -16.761 -4.011 -0.791
beta2_pH[16,4] -5.467 4.300 -16.892 -3.941 -1.102
beta2_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta3_pH[1,1] 34.971 1.151 32.865 34.949 37.519
beta3_pH[2,1] 32.721 1.336 30.325 32.680 35.425
beta3_pH[3,1] 33.092 1.644 30.062 33.017 37.032
beta3_pH[4,1] 32.725 1.832 29.636 32.591 36.917
beta3_pH[5,1] 27.582 1.157 25.971 27.461 30.278
beta3_pH[6,1] 33.504 3.597 26.050 33.213 41.499
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 35.608 3.593 29.352 35.609 42.538
beta3_pH[9,1] 32.410 2.775 27.894 31.981 39.375
beta3_pH[10,1] 32.569 1.284 30.244 32.459 35.377
beta3_pH[11,1] 31.408 1.200 29.294 31.386 33.849
beta3_pH[12,1] 30.791 0.481 29.831 30.815 31.750
beta3_pH[13,1] 31.365 0.537 30.346 31.350 32.440
beta3_pH[14,1] 32.541 0.735 31.261 32.505 34.137
beta3_pH[15,1] 30.963 0.743 29.389 31.000 32.330
beta3_pH[16,1] 30.114 0.363 29.393 30.112 30.805
beta3_pH[1,2] 34.525 5.473 25.459 34.560 43.493
beta3_pH[2,2] 34.500 5.475 25.426 34.506 43.453
beta3_pH[3,2] 30.478 7.290 18.647 30.279 42.465
beta3_pH[4,2] 30.610 7.246 18.644 30.628 42.457
beta3_pH[5,2] 30.333 7.202 18.632 30.217 42.359
beta3_pH[6,2] 30.566 7.158 18.574 30.674 42.448
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 39.836 2.577 33.276 40.196 43.696
beta3_pH[2,3] 34.470 5.438 25.471 34.342 43.501
beta3_pH[3,3] 30.595 7.197 18.578 30.636 42.457
beta3_pH[4,3] 30.477 7.280 18.730 30.348 42.393
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 42.147 0.846 41.013 41.881 43.861
beta3_pH[9,3] 35.963 1.702 34.524 35.320 41.025
beta3_pH[10,3] 37.743 2.505 34.629 37.090 43.404
beta3_pH[11,3] 38.538 2.600 34.243 38.670 42.787
beta3_pH[12,3] 38.421 2.578 34.214 38.419 42.715
beta3_pH[13,3] 38.540 2.608 34.227 38.551 42.805
beta3_pH[14,3] 38.550 2.596 34.226 38.571 42.749
beta3_pH[15,3] 38.530 2.606 34.213 38.643 42.773
beta3_pH[16,3] 38.499 2.633 34.219 38.542 42.799
beta3_pH[11,4] 40.479 1.703 36.880 40.477 43.545
beta3_pH[12,4] 41.601 1.323 38.046 41.993 43.369
beta3_pH[13,4] 39.012 1.444 36.774 38.875 42.547
beta3_pH[14,4] 40.050 1.019 37.952 40.092 41.862
beta3_pH[15,4] 40.926 2.512 37.245 42.076 43.902
beta3_pH[16,4] 41.473 1.039 38.439 41.620 43.162
beta3_pH[11,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,5] 25.000 0.000 25.000 25.000 25.000
beta4_pH[1,1] 0.263 0.020 0.223 0.263 0.304
beta4_pH[2,1] 0.211 0.005 0.200 0.211 0.221
beta4_pH[3,1] 0.173 0.007 0.159 0.173 0.187
beta4_pH[4,1] 0.294 0.011 0.271 0.294 0.316
beta4_pH[5,1] 0.432 0.476 0.083 0.387 0.960
beta4_pH[6,1] 0.783 0.438 0.311 0.726 1.467
beta4_pH[7,1] 0.852 0.335 0.363 0.795 1.685
beta4_pH[8,1] 0.155 0.071 0.039 0.147 0.312
beta4_pH[9,1] 0.215 0.085 0.067 0.211 0.392
beta4_pH[10,1] 0.001 0.001 0.000 0.001 0.003
beta4_pH[11,1] 0.446 0.012 0.422 0.445 0.470
beta4_pH[12,1] 0.644 0.022 0.600 0.644 0.687
beta4_pH[13,1] 0.630 0.014 0.603 0.630 0.656
beta4_pH[14,1] 0.669 0.031 0.612 0.668 0.732
beta4_pH[15,1] 0.797 0.020 0.756 0.797 0.837
beta4_pH[16,1] 1.213 0.041 1.131 1.212 1.295
beta4_pH[1,2] 0.296 0.095 0.130 0.290 0.501
beta4_pH[2,2] 0.514 0.023 0.469 0.514 0.561
beta4_pH[3,2] 0.446 0.012 0.423 0.446 0.470
beta4_pH[4,2] 0.654 0.038 0.580 0.654 0.727
beta4_pH[5,2] 0.758 0.904 0.113 0.543 2.823
beta4_pH[6,2] 0.935 0.841 0.223 0.750 2.763
beta4_pH[7,2] 0.909 0.466 0.340 0.827 1.991
beta4_pH[8,2] 0.853 0.206 0.491 0.841 1.285
beta4_pH[9,2] 1.149 1.159 0.319 0.864 3.634
beta4_pH[10,2] 0.457 0.052 0.358 0.457 0.559
beta4_pH[11,2] 1.270 0.050 1.172 1.270 1.370
beta4_pH[12,2] 0.615 0.115 0.400 0.612 0.851
beta4_pH[13,2] 0.953 0.043 0.871 0.953 1.042
beta4_pH[14,2] 0.933 0.064 0.814 0.933 1.058
beta4_pH[15,2] 1.011 0.026 0.961 1.011 1.060
beta4_pH[16,2] 1.388 0.075 1.240 1.388 1.536
beta4_pH[1,3] 0.242 0.077 0.104 0.239 0.401
beta4_pH[2,3] 0.050 0.017 0.019 0.049 0.086
beta4_pH[3,3] 0.052 0.010 0.033 0.052 0.072
beta4_pH[4,3] 0.167 0.030 0.108 0.166 0.227
beta4_pH[5,3] 0.754 0.859 0.115 0.555 2.500
beta4_pH[6,3] 0.893 0.726 0.205 0.732 2.613
beta4_pH[7,3] 0.896 0.437 0.338 0.818 1.879
beta4_pH[8,3] 0.388 0.182 0.101 0.365 0.804
beta4_pH[9,3] 0.936 0.867 0.170 0.709 2.911
beta4_pH[10,3] 0.054 0.038 0.003 0.048 0.140
beta4_pH[11,3] 0.624 0.265 0.259 0.576 1.288
beta4_pH[12,3] 0.751 0.270 0.379 0.706 1.372
beta4_pH[13,3] 0.800 0.339 0.327 0.735 1.645
beta4_pH[14,3] 0.856 0.219 0.505 0.833 1.365
beta4_pH[15,3] 0.838 0.277 0.437 0.791 1.547
beta4_pH[16,3] 0.848 0.393 0.330 0.782 1.781
beta4_pH[1,4] 0.626 0.346 0.185 0.551 1.493
beta4_pH[2,4] 0.797 0.876 0.110 0.571 2.814
beta4_pH[3,4] 0.853 0.896 0.104 0.595 3.010
beta4_pH[4,4] 0.722 0.487 0.219 0.604 1.955
beta4_pH[5,4] 0.752 0.931 0.110 0.551 2.644
beta4_pH[6,4] 0.929 0.935 0.218 0.736 2.656
beta4_pH[7,4] 0.892 0.439 0.354 0.815 1.877
beta4_pH[8,4] 0.761 0.720 0.151 0.597 2.327
beta4_pH[9,4] 0.771 0.817 0.130 0.571 2.657
beta4_pH[10,4] 1.468 3.050 0.006 0.379 10.871
beta4_pH[11,4] 0.430 0.020 0.391 0.430 0.471
beta4_pH[12,4] 0.583 0.075 0.464 0.571 0.760
beta4_pH[13,4] 1.108 0.037 1.042 1.107 1.179
beta4_pH[14,4] 0.896 0.066 0.771 0.895 1.027
beta4_pH[15,4] 0.891 0.387 0.585 0.630 1.475
beta4_pH[16,4] 0.719 0.075 0.602 0.706 0.885
beta4_pH[1,5] 0.629 0.368 0.188 0.549 1.511
beta4_pH[2,5] 0.815 0.837 0.117 0.585 2.981
beta4_pH[3,5] 0.824 0.897 0.108 0.579 2.831
beta4_pH[4,5] 0.743 0.496 0.204 0.630 1.979
beta4_pH[5,5] 0.748 0.844 0.112 0.547 2.493
beta4_pH[6,5] 0.918 0.833 0.201 0.746 2.688
beta4_pH[7,5] 0.879 0.391 0.340 0.813 1.877
beta4_pH[8,5] 0.713 0.627 0.150 0.567 2.120
beta4_pH[9,5] 0.798 0.949 0.119 0.565 2.975
beta4_pH[10,5] 1.530 3.189 0.007 0.371 11.741
beta4_pH[11,5] 0.302 0.084 0.149 0.300 0.475
beta4_pH[12,5] 0.910 0.304 0.470 0.852 1.666
beta4_pH[13,5] 2.251 0.257 1.768 2.250 2.765
beta4_pH[14,5] 0.862 0.207 0.519 0.843 1.341
beta4_pH[15,5] 1.225 0.492 0.810 0.969 2.480
beta4_pH[16,5] 0.992 0.398 0.398 0.928 1.940
beta0_pelagic[1] 2.268 0.037 2.201 2.267 2.345
beta0_pelagic[2] 1.537 0.007 1.523 1.537 1.551
beta0_pelagic[3] 0.186 0.230 -0.370 0.230 0.529
beta0_pelagic[4] 0.236 0.203 -0.199 0.246 0.607
beta0_pelagic[5] 1.443 0.159 1.137 1.439 1.761
beta0_pelagic[6] 1.354 0.060 1.243 1.353 1.474
beta0_pelagic[7] 1.470 0.039 1.397 1.469 1.548
beta0_pelagic[8] 1.672 0.043 1.590 1.670 1.763
beta0_pelagic[9] 2.777 0.063 2.657 2.777 2.902
beta0_pelagic[10] 2.603 0.030 2.546 2.602 2.664
beta0_pelagic[11] -0.167 0.176 -0.567 -0.157 0.147
beta0_pelagic[12] 1.800 0.036 1.736 1.798 1.872
beta0_pelagic[13] -1.252 0.642 -2.524 -1.232 -0.146
beta0_pelagic[14] -0.299 0.189 -0.729 -0.279 0.014
beta0_pelagic[15] -0.209 0.034 -0.299 -0.195 -0.179
beta0_pelagic[16] -0.511 0.375 -1.363 -0.431 0.034
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.759 0.248 0.358 0.730 1.369
beta1_pelagic[4] 0.812 0.227 0.394 0.805 1.284
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.186 0.243 0.743 1.175 1.705
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 3.221 0.911 1.576 3.147 4.863
beta1_pelagic[14] 1.824 0.460 1.142 1.728 2.941
beta1_pelagic[15] 0.091 0.162 0.000 0.014 0.615
beta1_pelagic[16] 1.661 0.599 0.781 1.531 2.927
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.605 6.068 0.229 5.131 21.549
beta2_pelagic[4] 7.845 6.141 0.426 6.460 22.585
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 1.882 1.677 0.300 1.288 6.576
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 0.159 0.075 0.075 0.142 0.358
beta2_pelagic[14] 0.829 0.874 0.194 0.569 3.322
beta2_pelagic[15] 2.678 1.964 0.147 2.314 7.293
beta2_pelagic[16] 0.692 0.981 0.114 0.334 4.139
beta3_pelagic[1] 28.751 3.938 22.313 28.744 35.134
beta3_pelagic[2] 28.716 3.837 22.383 28.641 35.142
beta3_pelagic[3] 27.694 2.656 23.388 27.865 31.909
beta3_pelagic[4] 26.156 1.275 23.414 26.309 28.724
beta3_pelagic[5] 29.480 6.556 18.582 29.500 40.355
beta3_pelagic[6] 29.375 6.598 18.635 29.200 40.342
beta3_pelagic[7] 29.648 6.611 18.632 29.505 40.527
beta3_pelagic[8] 29.526 6.631 18.494 29.356 40.504
beta3_pelagic[9] 29.415 6.604 18.521 29.471 40.463
beta3_pelagic[10] 29.512 6.583 18.555 29.666 40.390
beta3_pelagic[11] 30.039 1.204 27.855 29.976 32.710
beta3_pelagic[12] 30.000 0.000 30.000 30.000 30.000
beta3_pelagic[13] 30.764 4.363 23.714 30.318 40.247
beta3_pelagic[14] 34.242 1.677 31.432 34.010 38.204
beta3_pelagic[15] 34.033 5.699 23.725 34.700 41.759
beta3_pelagic[16] 31.122 2.624 26.225 31.045 37.272
beta0_yellow[1] -0.483 0.080 -0.642 -0.484 -0.328
beta0_yellow[2] 0.542 0.082 0.354 0.549 0.679
beta0_yellow[3] -0.210 0.130 -0.468 -0.213 0.017
beta0_yellow[4] 0.890 0.260 0.134 0.963 1.193
beta0_yellow[5] 0.246 0.337 -0.464 0.271 0.839
beta0_yellow[6] 0.817 0.106 0.608 0.817 1.018
beta0_yellow[7] 1.010 0.099 0.824 1.011 1.199
beta0_yellow[8] 1.019 0.092 0.842 1.019 1.197
beta0_yellow[9] 0.444 0.103 0.241 0.444 0.644
beta0_yellow[10] 0.540 0.069 0.411 0.538 0.679
beta0_yellow[11] -0.193 0.120 -0.458 -0.182 0.022
beta0_yellow[12] -1.092 0.095 -1.273 -1.093 -0.910
beta0_yellow[13] -1.361 0.167 -1.718 -1.350 -1.063
beta0_yellow[14] -0.252 0.153 -0.571 -0.234 -0.017
beta0_yellow[15] -1.248 0.134 -1.565 -1.231 -1.027
beta0_yellow[16] -0.256 0.092 -0.434 -0.257 -0.069
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.015 0.232 0.580 1.008 1.496
beta1_yellow[3] 0.468 0.243 0.019 0.480 0.903
beta1_yellow[4] 1.343 0.604 0.651 1.182 3.180
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.226 0.321 0.001 0.051 1.082
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 0.955 0.930 0.022 0.745 3.904
beta1_yellow[14] 0.543 0.802 0.012 0.311 3.090
beta1_yellow[15] 0.174 0.227 0.011 0.080 0.756
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.571 5.858 -22.015 -6.238 -0.402
beta2_yellow[3] -7.734 5.813 -21.725 -6.411 -0.426
beta2_yellow[4] -5.673 6.018 -21.262 -3.686 -0.127
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] -7.761 5.832 -21.928 -6.450 -0.410
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] -6.905 5.995 -20.962 -5.227 -0.315
beta2_yellow[14] -6.672 5.082 -19.148 -5.399 -0.350
beta2_yellow[15] -7.522 5.574 -20.317 -6.420 -0.297
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 28.884 1.170 27.303 28.652 31.944
beta3_yellow[3] 32.296 3.333 23.043 32.505 38.293
beta3_yellow[4] 29.852 3.221 23.971 28.759 35.759
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 35.392 3.854 30.416 34.283 43.410
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 33.867 2.599 29.399 33.887 39.913
beta3_yellow[14] 34.358 3.572 29.301 33.908 43.080
beta3_yellow[15] 36.539 3.885 30.252 36.291 43.554
beta3_yellow[16] 35.000 0.000 35.000 35.000 35.000
beta0_black[1] 0.011 0.077 -0.139 0.010 0.165
beta0_black[2] 1.855 0.032 1.792 1.855 1.915
beta0_black[3] 1.238 0.037 1.167 1.238 1.312
beta0_black[4] 2.425 0.048 2.330 2.423 2.520
beta0_black[5] 5.216 2.466 1.789 4.721 11.557
beta0_black[6] 5.299 2.246 2.677 4.697 11.533
beta0_black[7] 4.180 2.278 1.634 3.566 10.610
beta0_black[8] 0.883 0.220 0.473 0.879 1.342
beta0_black[9] 2.806 0.273 2.282 2.798 3.348
beta0_black[10] 1.288 0.049 1.192 1.288 1.385
beta0_black[11] 2.979 0.052 2.878 2.978 3.081
beta0_black[12] 4.913 0.187 4.543 4.915 5.277
beta0_black[13] 0.451 0.342 0.012 0.372 1.238
beta0_black[14] 2.852 0.105 2.649 2.855 3.049
beta0_black[15] 0.721 0.051 0.621 0.722 0.827
beta0_black[16] 3.774 0.073 3.635 3.774 3.919
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.501 1.775 -6.850 -2.085 -0.276
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 37.287 3.461 26.234 38.125 41.068
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.326 0.094 -0.512 -0.327 -0.143
beta4_black[2] 0.257 0.054 0.153 0.256 0.364
beta4_black[3] -0.721 0.064 -0.847 -0.721 -0.593
beta4_black[4] 0.629 0.131 0.371 0.627 0.888
beta4_black[5] 0.814 1.687 -1.333 0.513 4.860
beta4_black[6] 0.890 1.644 -0.937 0.573 4.512
beta4_black[7] 0.854 1.837 -1.050 0.505 4.787
beta4_black[8] 0.084 0.287 -0.550 0.094 0.608
beta4_black[9] 1.052 0.821 -0.075 0.891 3.108
beta4_black[10] 0.072 0.066 -0.054 0.072 0.204
beta4_black[11] -0.609 0.065 -0.733 -0.609 -0.477
beta4_black[12] 1.234 0.296 0.688 1.224 1.848
beta4_black[13] -1.006 0.077 -1.157 -1.004 -0.860
beta4_black[14] 0.217 0.180 -0.124 0.221 0.569
beta4_black[15] 0.004 0.046 -0.086 0.004 0.096
beta4_black[16] -0.416 0.118 -0.639 -0.417 -0.182
beta0_dsr[11] -0.338 0.010 -0.357 -0.338 -0.320
beta0_dsr[12] 1.417 0.044 1.333 1.418 1.505
beta0_dsr[13] 0.143 0.021 0.102 0.143 0.186
beta0_dsr[14] -0.127 0.017 -0.161 -0.128 -0.093
beta0_dsr[15] 0.184 0.021 0.141 0.187 0.220
beta0_dsr[16] 0.208 0.015 0.179 0.208 0.238
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.551 0.034 0.482 0.551 0.617
beta4_dsr[12] 0.779 0.236 0.337 0.772 1.252
beta4_dsr[13] -0.077 0.040 -0.156 -0.077 0.001
beta4_dsr[14] -0.211 0.072 -0.353 -0.212 -0.069
beta4_dsr[15] 0.238 0.027 0.187 0.237 0.292
beta4_dsr[16] -0.097 0.046 -0.187 -0.097 -0.009
beta0_slope[11] -2.198 0.020 -2.237 -2.198 -2.158
beta0_slope[12] -5.119 0.173 -5.442 -5.124 -4.769
beta0_slope[13] -1.472 0.033 -1.537 -1.471 -1.411
beta0_slope[14] -2.689 0.048 -2.786 -2.688 -2.594
beta0_slope[15] -1.567 0.040 -1.630 -1.575 -1.490
beta0_slope[16] -3.015 0.046 -3.105 -3.014 -2.926
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.342 0.076 -0.490 -0.339 -0.200
beta4_slope[12] -4.214 0.810 -5.879 -4.189 -2.721
beta4_slope[13] 0.303 0.052 0.202 0.301 0.402
beta4_slope[14] -0.181 0.154 -0.491 -0.180 0.116
beta4_slope[15] -0.385 0.045 -0.475 -0.383 -0.304
beta4_slope[16] 0.223 0.105 0.012 0.224 0.420
beta5_slope[11] 3.071 0.107 2.867 3.069 3.286
beta5_slope[12] 1.519 0.402 0.750 1.517 2.313
beta5_slope[13] 0.883 0.078 0.737 0.882 1.038
beta5_slope[14] 3.757 0.367 3.090 3.738 4.517
beta5_slope[15] 1.382 0.086 1.212 1.385 1.543
beta5_slope[16] 2.675 0.230 2.249 2.662 3.150
tau_comp[1] 3.803 0.294 3.269 3.795 4.407
tau_comp[2] 2.865 0.256 2.396 2.857 3.382
tau_comp[3] 0.870 0.074 0.732 0.866 1.021
tau_comp[4] 1.475 0.286 1.011 1.443 2.125
tau_comp[5] 1.244 0.178 0.931 1.228 1.633
sigma_H[1] 0.206 0.049 0.117 0.202 0.311
sigma_H[2] 0.175 0.028 0.126 0.173 0.238
sigma_H[3] 0.187 0.041 0.117 0.184 0.277
sigma_H[4] 0.462 0.079 0.334 0.454 0.640
sigma_H[5] 0.955 0.199 0.598 0.945 1.373
sigma_H[6] 0.537 0.199 0.136 0.535 0.932
sigma_H[7] 0.309 0.059 0.216 0.300 0.446
sigma_H[8] 0.422 0.091 0.282 0.411 0.617
sigma_H[9] 0.514 0.115 0.327 0.500 0.776
sigma_H[10] 0.209 0.039 0.143 0.205 0.294
sigma_H[11] 0.265 0.044 0.193 0.262 0.362
sigma_H[12] 0.384 0.150 0.199 0.338 0.734
sigma_H[13] 0.223 0.036 0.161 0.220 0.305
sigma_H[14] 0.499 0.088 0.349 0.491 0.688
sigma_H[15] 0.234 0.037 0.169 0.232 0.315
sigma_H[16] 0.212 0.040 0.146 0.208 0.302
lambda_H[1] 2.277 3.449 0.076 1.080 11.298
lambda_H[2] 5.246 4.787 0.509 3.760 18.141
lambda_H[3] 5.482 7.631 0.276 3.024 23.764
lambda_H[4] 0.006 0.005 0.001 0.005 0.018
lambda_H[5] 2.481 5.851 0.026 0.658 18.563
lambda_H[6] 6.234 13.127 0.009 0.338 42.857
lambda_H[7] 0.012 0.009 0.002 0.010 0.035
lambda_H[8] 7.477 9.875 0.087 3.996 32.318
lambda_H[9] 0.015 0.010 0.003 0.013 0.040
lambda_H[10] 0.215 0.232 0.027 0.153 0.749
lambda_H[11] 0.214 0.301 0.010 0.100 1.052
lambda_H[12] 3.683 5.067 0.162 2.108 16.160
lambda_H[13] 3.175 2.862 0.276 2.373 10.679
lambda_H[14] 3.344 3.842 0.259 2.228 13.148
lambda_H[15] 0.018 0.031 0.003 0.014 0.057
lambda_H[16] 0.479 0.873 0.030 0.243 2.248
mu_lambda_H[1] 4.062 1.889 1.025 3.858 8.217
mu_lambda_H[2] 3.665 1.975 0.496 3.455 7.891
mu_lambda_H[3] 3.431 1.842 0.700 3.193 7.705
sigma_lambda_H[1] 8.077 4.332 1.553 7.385 18.183
sigma_lambda_H[2] 8.134 4.763 0.866 7.521 18.245
sigma_lambda_H[3] 6.350 4.023 0.996 5.595 16.513
beta_H[1,1] 6.516 1.307 3.333 6.752 8.408
beta_H[2,1] 9.762 0.601 8.369 9.812 10.817
beta_H[3,1] 7.843 0.819 5.912 7.943 9.178
beta_H[4,1] 10.349 7.683 -4.972 10.554 25.728
beta_H[5,1] -0.289 2.535 -5.490 -0.206 4.242
beta_H[6,1] 3.137 4.345 -7.677 4.668 8.188
beta_H[7,1] 1.112 5.770 -10.721 1.365 11.935
beta_H[8,1] 1.212 3.667 -2.685 1.145 3.474
beta_H[9,1] 13.620 5.667 2.485 13.458 24.829
beta_H[10,1] 6.818 1.819 3.007 6.855 10.387
beta_H[11,1] 4.745 3.569 -3.150 5.259 9.893
beta_H[12,1] 2.607 1.120 0.608 2.538 5.069
beta_H[13,1] 9.085 0.922 7.061 9.140 10.577
beta_H[14,1] 2.111 0.986 0.174 2.136 4.035
beta_H[15,1] -7.079 3.376 -13.420 -7.236 -0.033
beta_H[16,1] 3.959 3.056 -0.944 3.545 10.931
beta_H[1,2] 7.779 0.266 7.253 7.779 8.294
beta_H[2,2] 9.882 0.162 9.559 9.884 10.194
beta_H[3,2] 8.795 0.200 8.410 8.795 9.188
beta_H[4,2] 3.074 1.469 0.230 3.051 6.032
beta_H[5,2] 1.724 0.986 -0.258 1.705 3.568
beta_H[6,2] 6.063 1.098 3.563 6.236 7.791
beta_H[7,2] 2.405 1.082 0.447 2.347 4.820
beta_H[8,2] 2.980 1.052 1.312 3.111 4.235
beta_H[9,2] 3.217 1.078 1.136 3.194 5.435
beta_H[10,2] 8.033 0.363 7.275 8.038 8.742
beta_H[11,2] 9.847 0.642 8.837 9.748 11.293
beta_H[12,2] 3.940 0.381 3.223 3.925 4.728
beta_H[13,2] 9.127 0.241 8.683 9.123 9.608
beta_H[14,2] 4.012 0.339 3.336 4.011 4.678
beta_H[15,2] 11.559 0.618 10.321 11.580 12.744
beta_H[16,2] 4.475 0.838 2.943 4.441 6.181
beta_H[1,3] 8.441 0.261 7.969 8.430 8.949
beta_H[2,3] 9.862 0.145 9.581 9.858 10.155
beta_H[3,3] 9.462 0.161 9.153 9.459 9.800
beta_H[4,3] -2.181 0.874 -3.893 -2.162 -0.523
beta_H[5,3] 3.874 0.613 2.621 3.878 5.053
beta_H[6,3] 8.379 1.164 6.701 8.060 10.775
beta_H[7,3] -2.563 0.635 -3.813 -2.551 -1.323
beta_H[8,3] 5.300 0.505 4.685 5.230 6.442
beta_H[9,3] -2.744 0.700 -4.187 -2.720 -1.451
beta_H[10,3] 8.554 0.271 8.017 8.551 9.091
beta_H[11,3] 8.489 0.287 7.873 8.516 8.991
beta_H[12,3] 5.263 0.328 4.487 5.300 5.801
beta_H[13,3] 8.844 0.180 8.470 8.849 9.183
beta_H[14,3] 5.789 0.268 5.199 5.808 6.251
beta_H[15,3] 10.271 0.298 9.691 10.271 10.871
beta_H[16,3] 5.904 0.587 4.734 5.919 6.975
beta_H[1,4] 8.098 0.186 7.718 8.108 8.431
beta_H[2,4] 9.848 0.130 9.585 9.853 10.084
beta_H[3,4] 9.956 0.151 9.634 9.968 10.230
beta_H[4,4] 11.815 0.472 10.864 11.830 12.739
beta_H[5,4] 5.590 0.746 4.390 5.513 7.255
beta_H[6,4] 7.195 0.928 5.253 7.440 8.507
beta_H[7,4] 8.549 0.341 7.888 8.552 9.211
beta_H[8,4] 6.724 0.255 6.185 6.740 7.145
beta_H[9,4] 7.449 0.436 6.622 7.448 8.307
beta_H[10,4] 7.523 0.222 7.094 7.521 7.958
beta_H[11,4] 9.504 0.191 9.128 9.502 9.899
beta_H[12,4] 7.248 0.199 6.892 7.242 7.679
beta_H[13,4] 9.041 0.140 8.759 9.041 9.317
beta_H[14,4] 7.831 0.209 7.426 7.826 8.258
beta_H[15,4] 9.481 0.224 9.035 9.483 9.918
beta_H[16,4] 9.438 0.244 8.980 9.430 9.929
beta_H[1,5] 8.897 0.154 8.573 8.901 9.185
beta_H[2,5] 10.678 0.100 10.491 10.671 10.890
beta_H[3,5] 10.758 0.157 10.471 10.751 11.090
beta_H[4,5] 8.339 0.493 7.435 8.322 9.343
beta_H[5,5] 5.174 0.611 3.735 5.253 6.156
beta_H[6,5] 8.965 0.635 7.997 8.842 10.343
beta_H[7,5] 6.572 0.343 5.931 6.559 7.271
beta_H[8,5] 8.249 0.211 7.896 8.235 8.689
beta_H[9,5] 8.180 0.459 7.260 8.184 9.084
beta_H[10,5] 10.049 0.223 9.611 10.047 10.477
beta_H[11,5] 11.596 0.222 11.148 11.596 12.019
beta_H[12,5] 8.607 0.189 8.223 8.609 8.982
beta_H[13,5] 10.107 0.135 9.850 10.105 10.380
beta_H[14,5] 9.241 0.214 8.843 9.236 9.678
beta_H[15,5] 11.302 0.237 10.842 11.306 11.761
beta_H[16,5] 9.860 0.186 9.477 9.866 10.218
beta_H[1,6] 10.122 0.242 9.749 10.090 10.728
beta_H[2,6] 11.470 0.117 11.243 11.471 11.707
beta_H[3,6] 10.624 0.150 10.305 10.635 10.887
beta_H[4,6] 12.938 0.875 11.199 12.962 14.602
beta_H[5,6] 5.657 0.629 4.545 5.624 7.033
beta_H[6,6] 8.732 0.576 7.449 8.772 9.788
beta_H[7,6] 10.548 0.598 9.368 10.565 11.687
beta_H[8,6] 9.531 0.249 9.048 9.540 9.958
beta_H[9,6] 8.315 0.768 6.851 8.310 9.868
beta_H[10,6] 9.146 0.340 8.416 9.168 9.752
beta_H[11,6] 10.676 0.371 9.898 10.701 11.336
beta_H[12,6] 9.376 0.248 8.916 9.363 9.912
beta_H[13,6] 11.047 0.160 10.742 11.041 11.364
beta_H[14,6] 9.921 0.276 9.360 9.925 10.453
beta_H[15,6] 10.547 0.419 9.747 10.536 11.371
beta_H[16,6] 10.579 0.264 10.026 10.586 11.059
beta_H[1,7] 10.153 1.265 6.794 10.437 11.841
beta_H[2,7] 12.119 0.518 11.008 12.148 13.074
beta_H[3,7] 10.307 0.656 8.836 10.382 11.413
beta_H[4,7] 1.311 4.527 -7.352 1.257 10.357
beta_H[5,7] 5.797 1.991 1.800 5.812 9.893
beta_H[6,7] 7.180 3.180 -0.827 8.301 11.218
beta_H[7,7] 7.700 3.004 2.212 7.628 13.923
beta_H[8,7] 10.864 0.931 9.102 10.865 12.672
beta_H[9,7] 4.854 4.011 -3.259 4.857 12.666
beta_H[10,7] 10.017 1.594 7.313 9.865 13.493
beta_H[11,7] 11.439 1.838 8.264 11.249 15.525
beta_H[12,7] 9.794 0.969 7.602 9.874 11.469
beta_H[13,7] 11.651 0.729 10.028 11.713 12.877
beta_H[14,7] 10.638 0.866 8.902 10.646 12.320
beta_H[15,7] 14.017 2.180 9.632 14.047 18.304
beta_H[16,7] 12.924 1.446 10.506 12.756 16.169
beta0_H[1] 8.976 18.651 -26.720 8.439 44.800
beta0_H[2] 10.569 8.099 -5.166 10.603 26.578
beta0_H[3] 10.025 10.158 -9.549 9.882 30.636
beta0_H[4] 7.383 185.356 -370.421 9.452 370.110
beta0_H[5] 3.990 28.453 -48.741 4.021 58.736
beta0_H[6] 7.762 49.870 -103.821 7.775 112.629
beta0_H[7] 4.999 140.992 -272.423 8.589 283.551
beta0_H[8] 6.126 26.472 -19.083 6.509 30.366
beta0_H[9] 3.011 124.598 -246.945 1.971 256.656
beta0_H[10] 7.993 38.016 -70.479 7.937 82.580
beta0_H[11] 9.859 54.064 -98.268 10.205 123.763
beta0_H[12] 6.945 12.819 -16.830 6.775 31.973
beta0_H[13] 10.141 11.254 -11.380 10.077 31.325
beta0_H[14] 7.193 11.295 -14.754 7.324 30.960
beta0_H[15] 10.057 114.870 -223.353 12.706 239.214
beta0_H[16] 8.616 31.596 -57.782 8.200 73.690